{"id":"W1984590380","doi":"10.1089/bio.2010.0017","title":"From Clinical Sites to Biorepositories: Effectiveness in Blood Sample Management","year":2010,"lang":"en","type":"article","venue":"Biopreservation and Biobanking","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Biobank; Sample (material); Biorepository; Operations management; Business; Computer science; Chemistry; Bioinformatics; Biology; Engineering; Chromatography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06876606,0.0007945487,0.0007403786,0.003462749,0.003379703,0.008388358,0.002767354,0.001919472,0.01092798],"category_scores_gemma":[0.1487671,0.0009044037,0.0007539964,0.002229949,0.002833339,0.005481515,0.008018098,0.002029544,0.003420904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003803331,"about_ca_system_score_gemma":0.006545063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004259426,"about_ca_topic_score_gemma":0.009697796,"domain_scores_codex":[0.8800163,0.09338848,0.007611582,0.003928512,0.01324652,0.001808587],"domain_scores_gemma":[0.8507784,0.1036029,0.0148015,0.01458137,0.0103494,0.00588635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001561454,0.000998482,0.05103903,0.000921485,0.0001086876,0.0007551774,0.00499452,0.002998866,0.003113234,0.0063209,0.01567722,0.9115111],"study_design_scores_gemma":[0.002347481,0.01142946,0.4088203,0.005798478,0.001056878,0.0165438,0.03892869,0.03963694,0.02563656,0.04680521,0.4021993,0.0007969571],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4458404,0.03378468,0.2768846,0.07676902,0.003344896,0.009513261,0.0009760819,0.003684581,0.1492024],"genre_scores_gemma":[0.7570969,0.008670147,0.2099248,0.006851413,0.001675267,0.002677237,0.000438472,0.000544736,0.01212097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06876606,"threshold_uncertainty_score":0.363674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2974946377686696,"score_gpt":0.5404159081161506,"score_spread":0.242921270347481,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}